Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 129978 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 231 |
| Duplicate rows (%) | 0.2% |
| Total size in memory | 11.9 MiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 1 |
| Dataset has 231 (0.2%) duplicate rows | Duplicates |
dropped_frames_mean is highly correlated with dropped_frames_max | High correlation |
dropped_frames_max is highly correlated with dropped_frames_mean | High correlation |
bitrate_mean is highly correlated with y | High correlation |
y is highly correlated with bitrate_mean | High correlation |
dropped_frames_mean is highly correlated with dropped_frames_max | High correlation |
dropped_frames_max is highly correlated with dropped_frames_mean | High correlation |
bitrate_mean is highly correlated with y | High correlation |
y is highly correlated with bitrate_mean | High correlation |
dropped_frames_mean is highly correlated with dropped_frames_max | High correlation |
dropped_frames_max is highly correlated with dropped_frames_mean | High correlation |
rtt_mean is highly correlated with y | High correlation |
dropped_frames_mean is highly correlated with dropped_frames_std and 2 other fields | High correlation |
dropped_frames_std is highly correlated with dropped_frames_mean and 1 other fields | High correlation |
dropped_frames_max is highly correlated with dropped_frames_mean and 1 other fields | High correlation |
bitrate_mean is highly correlated with bitrate_std and 1 other fields | High correlation |
bitrate_std is highly correlated with bitrate_mean | High correlation |
packet_loss_rate is highly correlated with dropped_frames_mean and 1 other fields | High correlation |
packet_loss_std is highly correlated with packet_loss_rate | High correlation |
y is highly correlated with rtt_mean and 1 other fields | High correlation |
fps_std has 19684 (15.1%) zeros | Zeros |
rtt_std has 3445 (2.7%) zeros | Zeros |
dropped_frames_std has 113278 (87.2%) zeros | Zeros |
bitrate_std has 1557 (1.2%) zeros | Zeros |
packet_loss_std has 74872 (57.6%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-08 19:21:19.850959 |
|---|---|
| Analysis finished | 2022-11-08 19:21:33.361009 |
| Duration | 13.51 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
fps_mean
Real number (ℝ≥0)
| Distinct | 49723 |
|---|---|
| Distinct (%) | 38.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5622421125 |
| Minimum | 1.23455266 × 10-5 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.6 KiB |
Quantile statistics
| Minimum | 1.23455266 × 10-5 |
|---|---|
| 5-th percentile | 0.2917847025 |
| Q1 | 0.4775363961 |
| median | 0.5507607132 |
| Q3 | 0.6581307569 |
| 95-th percentile | 0.8571515301 |
| Maximum | 1 |
| Range | 0.9999876545 |
| Interquartile range (IQR) | 0.1805943608 |
Descriptive statistics
| Standard deviation | 0.1642507189 |
|---|---|
| Coefficient of variation (CV) | 0.2921352123 |
| Kurtosis | 0.7158894519 |
| Mean | 0.5622421125 |
| Median Absolute Deviation (MAD) | 0.08780190174 |
| Skewness | 0.09041120381 |
| Sum | 73079.1053 |
| Variance | 0.02697829866 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1712 | 1.3% |
| 0.5001249688 | 1382 | 1.1% |
| 0.5002498751 | 1350 | 1.0% |
| 0.6667777408 | 1024 | 0.8% |
| 0.600079984 | 861 | 0.7% |
| 0.5556049328 | 843 | 0.6% |
| 0.5000833194 | 715 | 0.6% |
| 0.5714897872 | 686 | 0.5% |
| 0.5000624922 | 623 | 0.5% |
| 0.545495864 | 481 | 0.4% |
| Other values (49713) | 120301 |
| Value | Count | Frequency (%) |
| 1.23455266 × 10-5 | 1 | < 0.1% |
| 1.282034846 × 10-5 | 1 | < 0.1% |
| 1.388869599 × 10-5 | 1 | < 0.1% |
| 1.449254359 × 10-5 | 2 | < 0.1% |
| 1.470566609 × 10-5 | 8 | |
| 1.562475586 × 10-5 | 3 | < 0.1% |
| 1.587276392 × 10-5 | 4 | |
| 1.612877212 × 10-5 | 4 | |
| 1.694886527 × 10-5 | 3 | < 0.1% |
| 1.724108205 × 10-5 | 4 |
| Value | Count | Frequency (%) |
| 1 | 1712 | |
| 0.9992690187 | 1 | < 0.1% |
| 0.9991645928 | 1 | < 0.1% |
| 0.9990530518 | 1 | < 0.1% |
| 0.9989842477 | 1 | < 0.1% |
| 0.9989389594 | 4 | < 0.1% |
| 0.9988426247 | 2 | < 0.1% |
| 0.9987873822 | 1 | < 0.1% |
| 0.9986382886 | 10 | < 0.1% |
| 0.998630882 | 1 | < 0.1% |
| Distinct | 68797 |
|---|---|
| Distinct (%) | 52.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08146167738 |
| Minimum | 0 |
|---|---|
| Maximum | 0.5102436748 |
| Zeros | 19684 |
| Zeros (%) | 15.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.02269595484 |
| median | 0.06797855323 |
| Q3 | 0.1247916282 |
| 95-th percentile | 0.2148966625 |
| Maximum | 0.5102436748 |
| Range | 0.5102436748 |
| Interquartile range (IQR) | 0.1020956734 |
Descriptive statistics
| Standard deviation | 0.07094999995 |
|---|---|
| Coefficient of variation (CV) | 0.870961687 |
| Kurtosis | 0.914718859 |
| Mean | 0.08146167738 |
| Median Absolute Deviation (MAD) | 0.04924863816 |
| Skewness | 0.9858631627 |
| Sum | 10588.2259 |
| Variance | 0.005033902493 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 19684 | 15.1% |
| 0.04081666571 | 400 | 0.3% |
| 0.02041037349 | 366 | 0.3% |
| 0.1020110671 | 341 | 0.3% |
| 0.05101828174 | 328 | 0.3% |
| 0.0340150217 | 313 | 0.2% |
| 0.02915642697 | 300 | 0.2% |
| 0.06801870884 | 269 | 0.2% |
| 0.02551232911 | 259 | 0.2% |
| 0.01570064958 | 218 | 0.2% |
| Other values (68787) | 107500 |
| Value | Count | Frequency (%) |
| 0 | 19684 | |
| 2.777152969 × 10-5 | 1 | < 0.1% |
| 0.0001032317451 | 1 | < 0.1% |
| 0.000120227668 | 1 | < 0.1% |
| 0.0002316323486 | 3 | < 0.1% |
| 0.0002372350397 | 3 | < 0.1% |
| 0.0002603072651 | 1 | < 0.1% |
| 0.0003203772217 | 2 | < 0.1% |
| 0.0003833589151 | 1 | < 0.1% |
| 0.0004139620709 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.5102436748 | 1 | |
| 0.5084689088 | 2 | |
| 0.5065859669 | 1 | |
| 0.5031070481 | 2 | |
| 0.5031070481 | 1 | |
| 0.5003112717 | 1 | |
| 0.495963648 | 1 | |
| 0.4940413137 | 1 | |
| 0.4932173608 | 1 | |
| 0.4891407352 | 1 |
| Distinct | 77381 |
|---|---|
| Distinct (%) | 59.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2193421264 |
| Minimum | 1.391981989 × 10-7 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.6 KiB |
Quantile statistics
| Minimum | 1.391981989 × 10-7 |
|---|---|
| 5-th percentile | 0.01988621357 |
| Q1 | 0.08891946182 |
| median | 0.1878190204 |
| Q3 | 0.3152932073 |
| 95-th percentile | 0.5243054913 |
| Maximum | 1 |
| Range | 0.9999998608 |
| Interquartile range (IQR) | 0.2263737455 |
Descriptive statistics
| Standard deviation | 0.1625906117 |
|---|---|
| Coefficient of variation (CV) | 0.7412648647 |
| Kurtosis | 0.8900741795 |
| Mean | 0.2193421264 |
| Median Absolute Deviation (MAD) | 0.1093294552 |
| Skewness | 0.9712756904 |
| Sum | 28509.65091 |
| Variance | 0.026435707 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1668055324 | 146 | 0.1% |
| 0.2501874531 | 142 | 0.1% |
| 0.0003332222592 | 122 | 0.1% |
| 0.2710155794 | 96 | 0.1% |
| 0.3474397423 | 94 | 0.1% |
| 0.2606015163 | 89 | 0.1% |
| 0.4307453071 | 88 | 0.1% |
| 0.3752082639 | 88 | 0.1% |
| 0.2814296426 | 86 | 0.1% |
| 0.23977339 | 85 | 0.1% |
| Other values (77371) | 128942 |
| Value | Count | Frequency (%) |
| 1.391981989 × 10-7 | 3 | < 0.1% |
| 1.693766651 × 10-7 | 1 | < 0.1% |
| 1.983732993 × 10-7 | 2 | < 0.1% |
| 2.059731811 × 10-7 | 1 | < 0.1% |
| 2.242151964 × 10-7 | 1 | < 0.1% |
| 2.352940623 × 10-7 | 1 | < 0.1% |
| 2.378686399 × 10-7 | 4 | < 0.1% |
| 2.409057478 × 10-7 | 11 | |
| 2.818488495 × 10-7 | 9 | |
| 3.079764989 × 10-7 | 6 |
| Value | Count | Frequency (%) |
| 1 | 12 | |
| 0.9892157497 | 4 | < 0.1% |
| 0.9887255565 | 3 | < 0.1% |
| 0.9884804599 | 6 | < 0.1% |
| 0.9882353633 | 2 | < 0.1% |
| 0.9879902667 | 2 | < 0.1% |
| 0.9860465765 | 19 | |
| 0.9705885236 | 1 | < 0.1% |
| 0.9652779586 | 1 | < 0.1% |
| 0.9650609459 | 1 | < 0.1% |
| Distinct | 95702 |
|---|---|
| Distinct (%) | 73.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08500083073 |
| Minimum | 0 |
|---|---|
| Maximum | 0.5084689088 |
| Zeros | 3445 |
| Zeros (%) | 2.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.003480862324 |
| Q1 | 0.02823232841 |
| median | 0.07057364112 |
| Q3 | 0.1286033413 |
| 95-th percentile | 0.2120806493 |
| Maximum | 0.5084689088 |
| Range | 0.5084689088 |
| Interquartile range (IQR) | 0.1003710129 |
Descriptive statistics
| Standard deviation | 0.0680208361 |
|---|---|
| Coefficient of variation (CV) | 0.8002373097 |
| Kurtosis | 0.4993914215 |
| Mean | 0.08500083073 |
| Median Absolute Deviation (MAD) | 0.04747528565 |
| Skewness | 0.8957362395 |
| Sum | 11048.23798 |
| Variance | 0.004626834144 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3445 | 2.7% |
| 0.05101828174 | 82 | 0.1% |
| 0.07056482162 | 74 | 0.1% |
| 0.1547169682 | 71 | 0.1% |
| 0.06801870884 | 70 | 0.1% |
| 0.1604609838 | 67 | 0.1% |
| 0.08443688137 | 67 | 0.1% |
| 0.1160473935 | 63 | < 0.1% |
| 0.1176224687 | 62 | < 0.1% |
| 0.116695076 | 62 | < 0.1% |
| Other values (95692) | 125915 |
| Value | Count | Frequency (%) |
| 0 | 3445 | |
| 0.0001857360869 | 1 | < 0.1% |
| 0.0002027050075 | 2 | < 0.1% |
| 0.0002117184753 | 1 | < 0.1% |
| 0.0002400989572 | 1 | < 0.1% |
| 0.0002422837081 | 1 | < 0.1% |
| 0.0002444390937 | 1 | < 0.1% |
| 0.0002477231766 | 2 | < 0.1% |
| 0.0002603920885 | 1 | < 0.1% |
| 0.0002683199672 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.5084689088 | 2 | |
| 0.5084689088 | 1 | |
| 0.5031070481 | 1 | |
| 0.4999072676 | 1 | |
| 0.4988012028 | 1 | |
| 0.4983516562 | 1 | |
| 0.4940413137 | 1 | |
| 0.4923321421 | 1 | |
| 0.4887687516 | 1 | |
| 0.4840165071 | 1 |
dropped_frames_mean
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 9692 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3395165027 |
| Minimum | 2.976181619 × 10-6 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.6 KiB |
Quantile statistics
| Minimum | 2.976181619 × 10-6 |
|---|---|
| 5-th percentile | 3.999840006 × 10-5 |
| Q1 | 0.000999000999 |
| median | 0.01818181818 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.9999970238 |
| Interquartile range (IQR) | 0.999000999 |
Descriptive statistics
| Standard deviation | 0.4603844533 |
|---|---|
| Coefficient of variation (CV) | 1.356000223 |
| Kurtosis | -1.455718471 |
| Mean | 0.3395165027 |
| Median Absolute Deviation (MAD) | 0.0181342014 |
| Skewness | 0.7230659926 |
| Sum | 44129.67598 |
| Variance | 0.2119538448 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 42173 | |
| 0.000999000999 | 5310 | 4.1% |
| 0.0001666388935 | 1766 | 1.4% |
| 7.691716022 × 10-5 | 1638 | 1.3% |
| 0.000199960008 | 1286 | 1.0% |
| 7.142346975 × 10-5 | 1253 | 1.0% |
| 0.0001428367376 | 1249 | 1.0% |
| 8.332638947 × 10-5 | 1230 | 0.9% |
| 0.0001110987668 | 1227 | 0.9% |
| 0.0002499375156 | 1212 | 0.9% |
| Other values (9682) | 71634 |
| Value | Count | Frequency (%) |
| 2.976181619 × 10-6 | 24 | < 0.1% |
| 6.024060096 × 10-6 | 8 | < 0.1% |
| 6.097523796 × 10-6 | 18 | < 0.1% |
| 6.134931688 × 10-6 | 32 | |
| 7.092148283 × 10-6 | 6 | < 0.1% |
| 7.692248521 × 10-6 | 67 | |
| 8.403290729 × 10-6 | 10 | < 0.1% |
| 8.546935496 × 10-6 | 23 | < 0.1% |
| 8.62061534 × 10-6 | 30 | |
| 8.69557656 × 10-6 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 42173 | |
| 0.9927537807 | 1 | < 0.1% |
| 0.9839755916 | 1 | < 0.1% |
| 0.9608438453 | 1 | < 0.1% |
| 0.9583345588 | 1 | < 0.1% |
| 0.9531257324 | 3 | < 0.1% |
| 0.9433972944 | 1 | < 0.1% |
| 0.9423088018 | 5 | < 0.1% |
| 0.9131014668 | 1 | < 0.1% |
| 0.8907059689 | 1 | < 0.1% |
| Distinct | 8970 |
|---|---|
| Distinct (%) | 6.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0153027999 |
| Minimum | 0 |
|---|---|
| Maximum | 0.5107428154 |
| Zeros | 113278 |
| Zeros (%) | 87.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.1801011323 |
| Maximum | 0.5107428154 |
| Range | 0.5107428154 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.05717969185 |
|---|---|
| Coefficient of variation (CV) | 3.736550974 |
| Kurtosis | 18.62567572 |
| Mean | 0.0153027999 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.248593144 |
| Sum | 1989.027325 |
| Variance | 0.00326951716 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 113278 | |
| 0.203920225 | 54 | < 0.1% |
| 0.01301487857 | 52 | < 0.1% |
| 0.01100650178 | 42 | < 0.1% |
| 0.01246064776 | 42 | < 0.1% |
| 0.009356518063 | 41 | < 0.1% |
| 0.01167257381 | 39 | < 0.1% |
| 0.01049204163 | 35 | < 0.1% |
| 0.01067342267 | 34 | < 0.1% |
| 0.01252294537 | 34 | < 0.1% |
| Other values (8960) | 16327 | 12.6% |
| Value | Count | Frequency (%) |
| 0 | 113278 | |
| 0.001252287687 | 1 | < 0.1% |
| 0.001406750618 | 1 | < 0.1% |
| 0.001715314537 | 1 | < 0.1% |
| 0.002161871125 | 2 | < 0.1% |
| 0.002410517925 | 2 | < 0.1% |
| 0.002583817233 | 1 | < 0.1% |
| 0.002810156325 | 3 | < 0.1% |
| 0.002812031277 | 1 | < 0.1% |
| 0.002825769062 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.5107428154 | 1 | |
| 0.5107425686 | 1 | |
| 0.5098901558 | 1 | |
| 0.5088420886 | 1 | |
| 0.5086041006 | 1 | |
| 0.5036299373 | 1 | |
| 0.5027255249 | 1 | |
| 0.5026787211 | 1 | |
| 0.5026787211 | 1 | |
| 0.5019597972 | 1 |
dropped_frames_max
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 3512 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3939412929 |
| Minimum | 2.976181619 × 10-6 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.6 KiB |
Quantile statistics
| Minimum | 2.976181619 × 10-6 |
|---|---|
| 5-th percentile | 3.999840006 × 10-5 |
| Q1 | 0.000999000999 |
| median | 0.03710730914 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.9999970238 |
| Interquartile range (IQR) | 0.999000999 |
Descriptive statistics
| Standard deviation | 0.4710051326 |
|---|---|
| Coefficient of variation (CV) | 1.19562265 |
| Kurtosis | -1.74658186 |
| Mean | 0.3939412929 |
| Median Absolute Deviation (MAD) | 0.03705731164 |
| Skewness | 0.4677616733 |
| Sum | 51203.70137 |
| Variance | 0.221845835 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 46016 | |
| 0.000999000999 | 5310 | 4.1% |
| 0.0001666388935 | 1766 | 1.4% |
| 7.691716022 × 10-5 | 1638 | 1.3% |
| 0.000199960008 | 1286 | 1.0% |
| 7.142346975 × 10-5 | 1253 | 1.0% |
| 0.0001428367376 | 1249 | 1.0% |
| 8.332638947 × 10-5 | 1230 | 0.9% |
| 0.0001110987668 | 1227 | 0.9% |
| 0.0002499375156 | 1212 | 0.9% |
| Other values (3502) | 67791 |
| Value | Count | Frequency (%) |
| 2.976181619 × 10-6 | 24 | < 0.1% |
| 6.024060096 × 10-6 | 8 | < 0.1% |
| 6.097523796 × 10-6 | 18 | < 0.1% |
| 6.134931688 × 10-6 | 32 | |
| 7.092148283 × 10-6 | 6 | < 0.1% |
| 7.692248521 × 10-6 | 67 | |
| 8.403290729 × 10-6 | 10 | < 0.1% |
| 8.546935496 × 10-6 | 23 | < 0.1% |
| 8.62061534 × 10-6 | 30 | |
| 8.69557656 × 10-6 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 46016 | |
| 0.9923077515 | 5 | < 0.1% |
| 0.9888890123 | 2 | < 0.1% |
| 0.9886364928 | 2 | < 0.1% |
| 0.9882354325 | 3 | < 0.1% |
| 0.9873419324 | 1 | < 0.1% |
| 0.9864866691 | 1 | < 0.1% |
| 0.986111304 | 4 | < 0.1% |
| 0.9857144898 | 1 | < 0.1% |
| 0.9852943339 | 3 | < 0.1% |
| Distinct | 128047 |
|---|---|
| Distinct (%) | 98.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3972422314 |
| Minimum | 1.596525934 × 10-8 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.6 KiB |
Quantile statistics
| Minimum | 1.596525934 × 10-8 |
|---|---|
| 5-th percentile | 0.04422010648 |
| Q1 | 0.2676696599 |
| median | 0.4502050349 |
| Q3 | 0.5335234602 |
| 95-th percentile | 0.6219905501 |
| Maximum | 1 |
| Range | 0.999999984 |
| Interquartile range (IQR) | 0.2658538003 |
Descriptive statistics
| Standard deviation | 0.1813835187 |
|---|---|
| Coefficient of variation (CV) | 0.4566068368 |
| Kurtosis | -0.5543713007 |
| Mean | 0.3972422314 |
| Median Absolute Deviation (MAD) | 0.1076966463 |
| Skewness | -0.5649295249 |
| Sum | 51632.75075 |
| Variance | 0.03289998086 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5910401644 | 59 | < 0.1% |
| 0.5756279465 | 56 | < 0.1% |
| 0.4788674831 | 56 | < 0.1% |
| 0.499819148 | 55 | < 0.1% |
| 0.511846001 | 54 | < 0.1% |
| 0.972820541 | 54 | < 0.1% |
| 0.5932552759 | 46 | < 0.1% |
| 0.5639202026 | 34 | < 0.1% |
| 0.549075706 | 34 | < 0.1% |
| 0.2934611062 | 34 | < 0.1% |
| Other values (128037) | 129496 |
| Value | Count | Frequency (%) |
| 1.596525934 × 10-8 | 3 | |
| 2.315833299 × 10-8 | 1 | < 0.1% |
| 2.516356253 × 10-8 | 3 | |
| 4.232804054 × 10-8 | 3 | |
| 4.458513333 × 10-8 | 4 | |
| 4.470072662 × 10-8 | 3 | |
| 4.594321208 × 10-8 | 2 | |
| 4.594321208 × 10-8 | 1 | < 0.1% |
| 5.029421866 × 10-8 | 4 | |
| 5.265374617 × 10-8 | 3 |
| Value | Count | Frequency (%) |
| 1 | 5 | < 0.1% |
| 0.9961350535 | 1 | < 0.1% |
| 0.972820541 | 54 | |
| 0.9487529385 | 1 | < 0.1% |
| 0.9405023455 | 6 | < 0.1% |
| 0.9334413646 | 1 | < 0.1% |
| 0.9311907771 | 1 | < 0.1% |
| 0.9264724476 | 3 | < 0.1% |
| 0.9234336307 | 1 | < 0.1% |
| 0.9231558665 | 1 | < 0.1% |
| Distinct | 128135 |
|---|---|
| Distinct (%) | 98.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1127715903 |
| Minimum | 0 |
|---|---|
| Maximum | 0.4417078057 |
| Zeros | 1557 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.003140669589 |
| Q1 | 0.06061048876 |
| median | 0.1090680973 |
| Q3 | 0.1606068496 |
| 95-th percentile | 0.2359203414 |
| Maximum | 0.4417078057 |
| Range | 0.4417078057 |
| Interquartile range (IQR) | 0.09999636084 |
Descriptive statistics
| Standard deviation | 0.07086043575 |
|---|---|
| Coefficient of variation (CV) | 0.6283536088 |
| Kurtosis | -0.2400581777 |
| Mean | 0.1127715903 |
| Median Absolute Deviation (MAD) | 0.04995362614 |
| Skewness | 0.3742006228 |
| Sum | 14657.82577 |
| Variance | 0.005021201354 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1557 | 1.2% |
| 0.1337316735 | 12 | < 0.1% |
| 4.593243676 × 10-5 | 7 | < 0.1% |
| 0.03617378468 | 7 | < 0.1% |
| 0.1021303576 | 6 | < 0.1% |
| 0.001270137503 | 6 | < 0.1% |
| 0.0004565439183 | 6 | < 0.1% |
| 0.1017751205 | 5 | < 0.1% |
| 0.0002924563663 | 5 | < 0.1% |
| 0.09668784017 | 5 | < 0.1% |
| Other values (128125) | 128362 |
| Value | Count | Frequency (%) |
| 0 | 1557 | |
| 2.220304862 × 10-5 | 1 | < 0.1% |
| 2.537910231 × 10-5 | 1 | < 0.1% |
| 2.814839794 × 10-5 | 1 | < 0.1% |
| 3.048749498 × 10-5 | 1 | < 0.1% |
| 3.055513577 × 10-5 | 1 | < 0.1% |
| 3.274563835 × 10-5 | 1 | < 0.1% |
| 3.523634381 × 10-5 | 1 | < 0.1% |
| 3.576511471 × 10-5 | 1 | < 0.1% |
| 3.581499427 × 10-5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.4417078057 | 1 | |
| 0.4363869949 | 1 | |
| 0.4323923318 | 1 | |
| 0.4312594385 | 1 | |
| 0.4252213422 | 1 | |
| 0.4214911953 | 1 | |
| 0.4199032166 | 1 | |
| 0.4186177683 | 1 | |
| 0.418295789 | 1 | |
| 0.4153685319 | 1 |
| Distinct | 18999 |
|---|---|
| Distinct (%) | 14.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1779903221 |
| Minimum | 1.086944707 × 10-5 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.6 KiB |
Quantile statistics
| Minimum | 1.086944707 × 10-5 |
|---|---|
| 5-th percentile | 0.0001428367376 |
| Q1 | 0.000999000999 |
| median | 0.03170539845 |
| Q3 | 0.1066352635 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.9999891306 |
| Interquartile range (IQR) | 0.1056362625 |
Descriptive statistics
| Standard deviation | 0.3352875301 |
|---|---|
| Coefficient of variation (CV) | 1.883740228 |
| Kurtosis | 2.013685114 |
| Mean | 0.1779903221 |
| Median Absolute Deviation (MAD) | 0.03120564833 |
| Skewness | 1.953256994 |
| Sum | 23134.82609 |
| Variance | 0.1124177278 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 17860 | 13.7% |
| 0.000999000999 | 12527 | 9.6% |
| 0.0004997501249 | 7706 | 5.9% |
| 0.0003332222592 | 3880 | 3.0% |
| 0.0002499375156 | 3069 | 2.4% |
| 0.000199960008 | 2955 | 2.3% |
| 0.0001666388935 | 1895 | 1.5% |
| 0.04262404262 | 1683 | 1.3% |
| 0.0001428367376 | 1484 | 1.1% |
| 0.021322672 | 1075 | 0.8% |
| Other values (18989) | 75844 |
| Value | Count | Frequency (%) |
| 1.086944707 × 10-5 | 1 | < 0.1% |
| 1.098889023 × 10-5 | 3 | |
| 1.298684433 × 10-5 | 3 | |
| 1.333315556 × 10-5 | 1 | < 0.1% |
| 1.369844249 × 10-5 | 4 | |
| 1.408430867 × 10-5 | 4 | |
| 1.428551021 × 10-5 | 4 | |
| 1.470566609 × 10-5 | 3 | |
| 1.562475586 × 10-5 | 6 | |
| 1.587276392 × 10-5 | 4 |
| Value | Count | Frequency (%) |
| 1 | 17860 | |
| 0.9295784566 | 3 | < 0.1% |
| 0.9289916104 | 1 | < 0.1% |
| 0.8750044641 | 1 | < 0.1% |
| 0.842113573 | 3 | < 0.1% |
| 0.8172246592 | 1 | < 0.1% |
| 0.8133358222 | 1 | < 0.1% |
| 0.8116691777 | 1 | < 0.1% |
| 0.797780474 | 1 | < 0.1% |
| 0.7961138296 | 1 | < 0.1% |
| Distinct | 24879 |
|---|---|
| Distinct (%) | 19.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05538746631 |
| Minimum | 0 |
|---|---|
| Maximum | 0.5054411049 |
| Zeros | 74872 |
| Zeros (%) | 57.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1015.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.1019398953 |
| 95-th percentile | 0.234539068 |
| Maximum | 0.5054411049 |
| Range | 0.5054411049 |
| Interquartile range (IQR) | 0.1019398953 |
Descriptive statistics
| Standard deviation | 0.0871489775 |
|---|---|
| Coefficient of variation (CV) | 1.573442212 |
| Kurtosis | 1.169749735 |
| Mean | 0.05538746631 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.479209532 |
| Sum | 7199.152096 |
| Variance | 0.007594944279 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 74872 | |
| 0.203920225 | 1333 | 1.0% |
| 0.1020110671 | 1075 | 0.8% |
| 0.06801870884 | 691 | 0.5% |
| 0.2040221342 | 577 | 0.4% |
| 0.05101828174 | 477 | 0.4% |
| 0.04081666571 | 457 | 0.4% |
| 0.2820478035 | 420 | 0.3% |
| 0.1410943785 | 355 | 0.3% |
| 0.203920225 | 350 | 0.3% |
| Other values (24869) | 49371 |
| Value | Count | Frequency (%) |
| 0 | 74872 | |
| 0.001999369097 | 3 | < 0.1% |
| 0.002093727717 | 6 | < 0.1% |
| 0.00279342774 | 1 | < 0.1% |
| 0.002796182864 | 1 | < 0.1% |
| 0.002855324741 | 3 | < 0.1% |
| 0.002874947469 | 1 | < 0.1% |
| 0.002944518027 | 1 | < 0.1% |
| 0.002958278072 | 2 | < 0.1% |
| 0.002976937591 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.5054411049 | 1 | |
| 0.5052752176 | 1 | |
| 0.5013131162 | 1 | |
| 0.5008200498 | 1 | |
| 0.4940413137 | 2 | |
| 0.4938697465 | 1 | |
| 0.4934502451 | 1 | |
| 0.4898060926 | 1 | |
| 0.4825633282 | 1 | |
| 0.48106235 | 1 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1015.6 KiB |
| 2.0 | |
|---|---|
| 0.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 389934 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 2.0 | 64950 | |
| 0.0 | 36695 | |
| 1.0 | 28333 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 2.0 | 64950 | |
| 0.0 | 36695 | |
| 1.0 | 28333 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 166673 | |
| . | 129978 | |
| 2 | 64950 | 16.7% |
| 1 | 28333 | 7.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 259956 | |
| Other Punctuation | 129978 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 166673 | |
| 2 | 64950 | 25.0% |
| 1 | 28333 | 10.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 129978 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 389934 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 166673 | |
| . | 129978 | |
| 2 | 64950 | 16.7% |
| 1 | 28333 | 7.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 389934 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 166673 | |
| . | 129978 | |
| 2 | 64950 | 16.7% |
| 1 | 28333 | 7.3% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| fps_mean | fps_std | rtt_mean | rtt_std | dropped_frames_mean | dropped_frames_std | dropped_frames_max | bitrate_mean | bitrate_std | packet_loss_rate | packet_loss_std | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.170752 | 0.028768 | 0.728226 | 0.029578 | 0.001953 | 0.0 | 0.001953 | 0.286647 | 0.188834 | 0.006094 | 0.029156 | 1.0 |
| 1 | 0.187012 | 0.022361 | 0.764143 | 0.063652 | 0.001953 | 0.0 | 0.001953 | 0.377730 | 0.284369 | 0.002869 | 0.013354 | 1.0 |
| 2 | 0.199207 | 0.019914 | 0.773679 | 0.049010 | 0.001953 | 0.0 | 0.001953 | 0.502452 | 0.099908 | 0.041804 | 0.107214 | 1.0 |
| 3 | 0.195142 | 0.000000 | 0.781255 | 0.053953 | 0.001953 | 0.0 | 0.001953 | 0.542200 | 0.088715 | 0.035852 | 0.096510 | 1.0 |
| 4 | 0.175833 | 0.033718 | 0.769892 | 0.045113 | 0.001953 | 0.0 | 0.001953 | 0.530620 | 0.099141 | 0.053707 | 0.156541 | 1.0 |
| 5 | 0.162622 | 0.030230 | 0.773679 | 0.039352 | 0.001953 | 0.0 | 0.001953 | 0.531172 | 0.073866 | 0.006094 | 0.029156 | 1.0 |
| 6 | 0.191077 | 0.031073 | 0.751833 | 0.059293 | 0.001953 | 0.0 | 0.001953 | 0.495442 | 0.087891 | 0.044529 | 0.154450 | 1.0 |
| 7 | 0.192924 | 0.010400 | 0.758270 | 0.032555 | 0.001953 | 0.0 | 0.001953 | 0.519815 | 0.061845 | 0.000143 | 0.000000 | 1.0 |
| 8 | 0.197174 | 0.015947 | 0.755687 | 0.027016 | 0.001953 | 0.0 | 0.001953 | 0.529620 | 0.043927 | 0.000143 | 0.000000 | 1.0 |
| 9 | 0.187012 | 0.034988 | 0.751900 | 0.021104 | 0.001953 | 0.0 | 0.001953 | 0.534094 | 0.077395 | 0.029900 | 0.118979 | 1.0 |
Last rows
| fps_mean | fps_std | rtt_mean | rtt_std | dropped_frames_mean | dropped_frames_std | dropped_frames_max | bitrate_mean | bitrate_std | packet_loss_rate | packet_loss_std | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 129968 | 0.533364 | 0.052009 | 0.408210 | 0.060854 | 0.000067 | 0.000000 | 0.000067 | 0.033132 | 0.004194 | 0.074471 | 0.237800 | 0.0 |
| 129969 | 0.566696 | 0.096302 | 0.420326 | 0.054355 | 0.000067 | 0.000000 | 0.000067 | 0.068335 | 0.163212 | 0.130784 | 0.264518 | 0.0 |
| 129970 | 0.523242 | 0.132969 | 0.486187 | 0.138871 | 0.002786 | 0.009212 | 0.032694 | 0.092329 | 0.198646 | 0.020903 | 0.077326 | 0.0 |
| 129971 | 0.619470 | 0.091104 | 0.380977 | 0.070722 | 0.000067 | 0.000000 | 0.000067 | 0.037656 | 0.004968 | 0.002817 | 0.013451 | 0.0 |
| 129972 | 0.563918 | 0.096260 | 0.386165 | 0.101503 | 0.000067 | 0.000000 | 0.000067 | 0.074179 | 0.197218 | 0.032807 | 0.133171 | 0.0 |
| 129973 | 0.542191 | 0.056652 | 0.408887 | 0.143503 | 0.001426 | 0.006660 | 0.032694 | 0.072966 | 0.182634 | 0.014721 | 0.059276 | 0.0 |
| 129974 | 0.511638 | 0.115865 | 0.393325 | 0.163586 | 0.000067 | 0.000000 | 0.000067 | 0.033583 | 0.002795 | 0.000071 | 0.000000 | 0.0 |
| 129975 | 0.538920 | 0.174629 | 0.444226 | 0.159859 | 0.000067 | 0.000000 | 0.000067 | 0.056364 | 0.044711 | 0.052257 | 0.173867 | 0.0 |
| 129976 | 0.569967 | 0.055244 | 0.390381 | 0.074910 | 0.000067 | 0.000000 | 0.000067 | 0.072842 | 0.185360 | 0.080423 | 0.253889 | 0.0 |
| 129977 | 0.550030 | 0.056462 | 0.382782 | 0.059268 | 0.000067 | 0.000000 | 0.000067 | 0.034637 | 0.002945 | 0.038759 | 0.189530 | 0.0 |
Most frequently occurring
| fps_mean | fps_std | rtt_mean | rtt_std | dropped_frames_mean | dropped_frames_std | dropped_frames_max | bitrate_mean | bitrate_std | packet_loss_rate | packet_loss_std | y | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 0.400040 | 0.0 | 0.108132 | 0.0 | 1.000000 | 0.0 | 1.000000 | 0.591040 | 0.0 | 0.040167 | 0.0 | 2.0 | 59 |
| 117 | 0.500125 | 0.0 | 0.312509 | 0.0 | 1.000000 | 0.0 | 1.000000 | 0.575628 | 0.0 | 1.000000 | 0.0 | 1.0 | 56 |
| 118 | 0.500125 | 0.0 | 0.666778 | 0.0 | 0.116803 | 0.0 | 0.116803 | 0.478867 | 0.0 | 0.184814 | 0.0 | 1.0 | 56 |
| 120 | 0.500250 | 0.0 | 0.000333 | 0.0 | 1.000000 | 0.0 | 1.000000 | 0.511846 | 0.0 | 0.000333 | 0.0 | 2.0 | 54 |
| 224 | 1.000000 | 0.0 | 0.000333 | 0.0 | 1.000000 | 0.0 | 1.000000 | 0.972821 | 0.0 | 0.402271 | 0.0 | 2.0 | 54 |
| 108 | 0.500042 | 0.0 | 0.227308 | 0.0 | 1.000000 | 0.0 | 1.000000 | 0.499819 | 0.0 | 0.111111 | 0.0 | 2.0 | 48 |
| 138 | 0.555605 | 0.0 | 0.644452 | 0.0 | 1.000000 | 0.0 | 1.000000 | 0.593255 | 0.0 | 0.200731 | 0.0 | 1.0 | 45 |
| 113 | 0.500125 | 0.0 | 0.072926 | 0.0 | 0.040954 | 0.0 | 0.040954 | 0.549076 | 0.0 | 0.038935 | 0.0 | 2.0 | 34 |
| 173 | 0.666704 | 0.0 | 0.027218 | 0.0 | 0.021341 | 0.0 | 0.021341 | 0.578016 | 0.0 | 0.000999 | 0.0 | 2.0 | 33 |
| 184 | 0.727298 | 0.0 | 0.582783 | 0.0 | 0.000167 | 0.0 | 0.000167 | 0.028813 | 0.0 | 1.000000 | 0.0 | 0.0 | 33 |